Publications | Academic https://liangwei.yangxiaoma.org:1313/publication/ Publications Wowchemy (https://wowchemy.com)en-usTue, 19 May 2026 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/media/icon_hu_9d9b593248f3c06d.png Publications https://liangwei.yangxiaoma.org:1313/publication/ Position: Vector Prompt Interfaces Should Be Exposed to Enable Customization of Large Language Models https://liangwei.yangxiaoma.org:1313/publication/icml2026_vectorpromptinterface/ Tue, 19 May 2026 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/icml2026_vectorpromptinterface/ Entropy-Based Block Pruning for Efficient Large Language Models https://liangwei.yangxiaoma.org:1313/publication/iclr2026_entrodrop/ Thu, 19 Feb 2026 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/iclr2026_entrodrop/ Llminit: A free lunch from large language models for selective initialization of recommendation https://liangwei.yangxiaoma.org:1313/publication/emnlp2025/ Sat, 22 Nov 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/emnlp2025/ Sgcl: Unifying self-supervised and supervised learning for graph recommendation https://liangwei.yangxiaoma.org:1313/publication/recsys2025/ Mon, 22 Sep 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/recsys2025/ Personabench: Evaluating ai models on understanding personal information through accessing (synthetic) private user data https://liangwei.yangxiaoma.org:1313/publication/acl2025/ Wed, 16 Jul 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/acl2025/ Training Large Recommendation Models via Graph-Language Tokens Alignment https://liangwei.yangxiaoma.org:1313/publication/www2025_lrm/ Thu, 08 May 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/www2025_lrm/ Benchmarking llms for political science: A united nations perspective https://liangwei.yangxiaoma.org:1313/publication/aaai2026/ Wed, 26 Feb 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/aaai2026/ Graph-sequential alignment and uniformity: Toward enhanced recommendation systems https://liangwei.yangxiaoma.org:1313/publication/www2025_graph/ Wed, 26 Feb 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/www2025_graph/ Diversified recommendation with weighted hypergraph embedding: Case study in music https://liangwei.yangxiaoma.org:1313/publication/neurocomputing24/ Sat, 25 Jan 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/neurocomputing24/ Taxonomy-guided zero-shot recommendations with llms https://liangwei.yangxiaoma.org:1313/publication/coling2025/ Thu, 16 Jan 2025 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/coling2025/ PRACT: Optimizing Principled Reasoning and Acting of LLM Agent https://liangwei.yangxiaoma.org:1313/publication/ccnll2024/ Wed, 25 Dec 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/ccnll2024/ Apigen: Automated pipeline for generating verifiable and diverse function-calling datasets https://liangwei.yangxiaoma.org:1313/publication/nips2024/ Mon, 16 Dec 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/nips2024/ Personalized Multi-task Training for Recommender System https://liangwei.yangxiaoma.org:1313/publication/bigdata2024/ Sun, 15 Dec 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/bigdata2024/ Collaborative Alignment for Recommendation https://liangwei.yangxiaoma.org:1313/publication/cikm2024_carec/ Fri, 25 Oct 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2024_carec/ Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation https://liangwei.yangxiaoma.org:1313/publication/cikm2024_gode/ Fri, 25 Oct 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2024_gode/ Pre-Training with Transferable Attention for Addressing Market Shifts in Cross-Market Sequential Recommendation https://liangwei.yangxiaoma.org:1313/publication/kdd2024/ Sun, 25 Aug 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/kdd2024/ Instruction-based Hypergraph Pretraining https://liangwei.yangxiaoma.org:1313/publication/sigir2024/ Thu, 18 Jul 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/sigir2024/ Conditional denoising diffusion for sequential recommendation https://liangwei.yangxiaoma.org:1313/publication/pakdd2024/ Tue, 07 May 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/pakdd2024/ Knowledge Graph Context-Enhanced Diversified Recommendation https://liangwei.yangxiaoma.org:1313/publication/wsdm2024_kg_diverse/ Mon, 25 Mar 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/wsdm2024_kg_diverse/ Unified Pretraining for Recommendation via Task Hypergraphsn https://liangwei.yangxiaoma.org:1313/publication/wsdm2024_pretrain/ Mon, 25 Mar 2024 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/wsdm2024_pretrain/ Dimension Independent Mixup for Hard Negative Sample in Collaborative Filtering https://liangwei.yangxiaoma.org:1313/publication/cikm2023_ns/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2023_ns/ Dual-Teacher Knowledge Distillation for Strict Cold-Start Recommendation https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_dual/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_dual/ Graph-based Alignment and Uniformity for Recommendation https://liangwei.yangxiaoma.org:1313/publication/cikm2023_graphau/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2023_graphau/ Group Identification via Transitional Hypergraph Convolution with Cross-view Self-supervised Learning https://liangwei.yangxiaoma.org:1313/publication/cikm2023_group/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2023_group/ Group-Aware Interest Disentangled Dual-Training for Personalized Recommendationn https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_group/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_group/ Multi-View Graph Convolution for Participant Recommendation https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_view/ Wed, 25 Oct 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/bigdata2023_view/ Graph-based Village Level Poverty Identification https://liangwei.yangxiaoma.org:1313/publication/www2023/ Thu, 27 Apr 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/www2023/ DGRec: Graph Neural Network for Recommendation with Diversified Embedding Generation https://liangwei.yangxiaoma.org:1313/publication/wsdm2023_diversity/ Mon, 27 Feb 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/wsdm2023_diversity/ Ranking-based Group Identification via Factorized Attention on Social Tripartite Graph https://liangwei.yangxiaoma.org:1313/publication/wsdm2023_group/ Mon, 27 Feb 2023 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/wsdm2023_group/ MetaKRec: Collaborative Meta-Knowledge Enhanced Recommender System https://liangwei.yangxiaoma.org:1313/publication/bigdata2022/ Thu, 15 Dec 2022 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/bigdata2022/ A Counterfactual Assessment of Poverty Alleviation Sustainability on Multiple Non-equivalent Household Groups https://liangwei.yangxiaoma.org:1313/publication/population_research_and_policy_review/ Sat, 01 Oct 2022 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/population_research_and_policy_review/ ContrastVAE: Contrastive Variational AutoEncoder for Sequential Recommendation https://liangwei.yangxiaoma.org:1313/publication/cikm2022/ Mon, 01 Aug 2022 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/cikm2022/ Large-scale Personalized Video Game Recommendation via Social-aware Contextualized Graph Neural Network https://liangwei.yangxiaoma.org:1313/publication/www2022/ Fri, 01 Apr 2022 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/www2022/ Federated Social Recommendation with Graph Neural Network https://liangwei.yangxiaoma.org:1313/publication/tist2022/ Tue, 01 Feb 2022 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/tist2022/ ConsisRec: Enhancing GNN for Social Recommendation via Consistent Neighbor Aggregation https://liangwei.yangxiaoma.org:1313/publication/consisrec/ Thu, 01 Jul 2021 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/consisrec/ Influential Nodes Identification in Complex Networks via Information Entropy https://liangwei.yangxiaoma.org:1313/publication/entropy2020/ Sat, 01 Feb 2020 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/entropy2020/ Approximation Algorithm for Shortest Path in Large Social Networks https://liangwei.yangxiaoma.org:1313/publication/algorithms/ Sun, 01 Dec 2019 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/algorithms/ Identification of Cancerlectins By Using Cascade Linear Discriminant Analysis and Optimal g-gap Tripeptide Composition https://liangwei.yangxiaoma.org:1313/publication/current-bioinformatics/ Tue, 01 Oct 2019 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/current-bioinformatics/ Monthly Electricity Demand Forecasting using Empirical Mode Decomposition-based State Space Model https://liangwei.yangxiaoma.org:1313/publication/energy-and-environment/ Mon, 01 Apr 2019 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/energy-and-environment/ Decomposition-Based Dynamic Adaptive Combination Forecasting for Monthly Electricity Demand https://liangwei.yangxiaoma.org:1313/publication/sustainability/ Fri, 01 Feb 2019 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/sustainability/ Identification of Phage Virion Proteins by using the g-gap Tripeptide Composition https://liangwei.yangxiaoma.org:1313/publication/letters-in-organic-chemistry/ Sat, 01 Sep 2018 00:00:00 +0000 https://liangwei.yangxiaoma.org:1313/publication/letters-in-organic-chemistry/